{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 饼图",
   "id": "7a76b6d7cd0c3f39"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-04T06:45:31.581704Z",
     "start_time": "2025-09-04T06:45:30.333057Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day09/file/'"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# 饼图函数\n",
    "- 函数 pie(x,labels,colors,autopct,explode,pctdistance,startangle,radius,counterclock,textprops,labeldistance)\n",
    "- 函数解释\n",
    "    - x:饼图的数值数据，每个数值对应一个扇区\n",
    "    - labels :每个扇区的标签文本\n",
    "    - colors: 饼的颜色\n",
    "    - autopct: 数值显示格式(保留小数点)\n",
    "    - explode: 指定分离的扇区\n",
    "    - pctdistance: 标签文本距离中心的距离\n",
    "    - startangle ： 起始角度，\n",
    "    - radius: 饼图半径\n",
    "    - counterclock: True 逆时针显示，False顺时针显示\n",
    "    - textprops : 标签文本的字体大小和距离中心的位置\n",
    "    - shadow ： 是否显示阴影效果，True 显示   False不显示"
   ],
   "id": "f0ef9e2ff4b00381"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T07:39:45.579543Z",
     "start_time": "2025-09-04T07:39:45.276921Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "# 创建explode列表（注意变量名拼写）\n",
    "explode = [0] * len(data.机试)  # 创建一个与数据长度相同的列表，初始值为0\n",
    "explode[1] = 0.2 # 将聂茹凤脱离饼图0.2的距离\n",
    "\n",
    "\n",
    "# 画图\n",
    "plt.pie(x=data.机试,labels=data.姓名,colors=['r','g','b','y','c','m','#996655','#FF5566'],\n",
    "        autopct='%.1f%%',explode=explode,pctdistance=0.6,startangle=90,radius=1.8,counterclock=False,\n",
    "        textprops={'fontsize':10},labeldistance=1.1)\n",
    "\n",
    "# 将饼图变成正圆\n",
    "plt.axis(\"equal\")\n",
    "\n",
    "# 添加图例\n",
    "\"\"\"\n",
    "fontsize: 图例的字体大小。可以是整数（如 10）或字符串（如 'small'、'medium'、'large'）。\n",
    "bbox_to_anchor: 图例的锚点位置。(1.5, 1.5) 表示将图例放置在图表的右上角，并稍微向外偏移。\n",
    "borderaxespad:图例与图表边框之间的距离。\n",
    "ncol:图例的列数。3 表示图例将分成3列显示。\n",
    "\"\"\"\n",
    "plt.legend(loc = 'upper right',fontsize=10,ncol=3,borderaxespad=0.,bbox_to_anchor=(1.2, 1.2))\n",
    "\n",
    "\"\"\"\n",
    "dpi:图像的分辨率，以每英寸点数（DPI）为单位。500 表示图像的分辨率为 200 DPI。\n",
    "bbox_inches:控制图像的边界框。'tight' 表示自动调整边界框，以确保所有内容都包含在图像中。\n",
    "\"\"\"\n",
    "plt.savefig(path+'饼图.jpg' ,dpi=500,bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ],
   "id": "c4a28acfab71fec0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 81
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 3D饼图",
   "id": "19a91abd5674803c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T07:37:02.319905Z",
     "start_time": "2025-09-04T07:37:02.192430Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "explode = [0] * len(data.姓名)\n",
    "explode[1] = 0.2\n",
    "\n",
    "plt.pie(x=data.品德,labels=data.姓名,autopct='%.1f%%',shadow=True,explode=explode)\n",
    "\n",
    "plt.savefig(path+'3D饼图.jpg' ,dpi=200)\n",
    "\n",
    "plt.show()"
   ],
   "id": "24d5334ee5345b7a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 77
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
